# QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals. # Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from AlgorithmImports import * ### ### Basic template algorithm that implements a fill model with combo orders ### ### class ComboOrdersFillModelAlgorithm(QCAlgorithm): '''Basic template algorithm that implements a fill model with combo orders''' def initialize(self) -> None: self.set_start_date(2019, 1, 1) self.set_end_date(2019, 1, 20) self.spy = self.add_equity("SPY", Resolution.HOUR) self.ibm = self.add_equity("IBM", Resolution.HOUR) # Set the fill model self.spy.set_fill_model(CustomPartialFillModel()) self.ibm.set_fill_model(CustomPartialFillModel()) self._order_types = {} def on_data(self, data: Slice) -> None: if not self.portfolio.invested: legs = [Leg.create(self.spy.symbol, 1), Leg.create(self.ibm.symbol, -1)] self.combo_market_order(legs, 100) self.combo_limit_order(legs, 100, round(self.spy.bid_price)) legs = [Leg.create(self.spy.symbol, 1, round(self.spy.bid_price) + 1), Leg.create(self.ibm.symbol, -1, round(self.ibm.bid_price) + 1)] self.combo_leg_limit_order(legs, 100) def on_order_event(self, order_event: OrderEvent) -> None: if order_event.status == OrderStatus.FILLED: order_type = self.transactions.get_order_by_id(order_event.order_id).type if order_type == OrderType.COMBO_MARKET and order_event.absolute_fill_quantity != 50: raise AssertionError(f"The absolute quantity filled for all combo market orders should be 50, but for order {order_event.order_id} was {order_event.absolute_fill_quantity}") elif order_type == OrderType.COMBO_LIMIT and order_event.absolute_fill_quantity != 20: raise AssertionError(f"The absolute quantity filled for all combo limit orders should be 20, but for order {order_event.order_id} was {order_event.absolute_fill_quantity}") elif order_type == OrderType.COMBO_LEG_LIMIT and order_event.absolute_fill_quantity != 10: raise AssertionError(f"The absolute quantity filled for all combo leg limit orders should be 10, but for order {order_event.order_id} was {order_event.absolute_fill_quantity}") self._order_types[order_type] = 1 def on_end_of_algorithm(self) -> None: if len(self._order_types) != 3: raise AssertionError(f"Just 3 different types of order were submitted in this algorithm, but the amount of order types was {len(self._order_types)}") if OrderType.COMBO_MARKET not in self._order_types.keys(): raise AssertionError(f"One Combo Market Order should have been submitted but it was not") if OrderType.COMBO_LIMIT not in self._order_types.keys(): raise AssertionError(f"One Combo Limit Order should have been submitted but it was not") if OrderType.COMBO_LEG_LIMIT not in self._order_types.keys(): raise AssertionError(f"One Combo Leg Limit Order should have been submitted but it was not") class CustomPartialFillModel(FillModel): '''Implements a custom fill model that inherit from FillModel. Overrides combo_market_fill, combo_limit_fill and combo_leg_limit_fill methods to test FillModelPythonWrapper works as expected''' def __init__(self) -> None: self.absolute_remaining_by_order_id = {} def fill_orders_partially(self, parameters: FillModelParameters, fills: list[OrderEvent], quantity: int) -> list[OrderEvent]: partial_fills = [] if len(fills) == 0: return partial_fills for kvp, fill in zip(sorted(parameters.securities_for_orders, key=lambda x: x.key.id), fills): order = kvp.key absolute_remaining = self.absolute_remaining_by_order_id.get(order.id, order.absolute_quantity) # Set the fill amount fill.fill_quantity = np.sign(order.quantity) * quantity if (min(abs(fill.fill_quantity), absolute_remaining) == absolute_remaining): fill.fill_quantity = np.sign(order.quantity) * absolute_remaining fill.status = OrderStatus.FILLED self.absolute_remaining_by_order_id.pop(order.id, None) else: fill.status = OrderStatus.PARTIALLY_FILLED self.absolute_remaining_by_order_id[order.id] = absolute_remaining - abs(fill.fill_quantity) price = fill.fill_price # self.algorithm.debug(f"{self.algorithm.time} - Partial Fill - Remaining {self.absolute_remaining_by_order_id[order.id]} Price - {price}") partial_fills.append(fill) return partial_fills def combo_market_fill(self, order: Order, parameters: FillModelParameters) -> list[OrderEvent]: fills = super().combo_market_fill(order, parameters) partial_fills = self.fill_orders_partially(parameters, fills, 50) return partial_fills def combo_limit_fill(self, order: Order, parameters: FillModelParameters) -> list[OrderEvent]: fills = super().combo_limit_fill(order, parameters) partial_fills = self.fill_orders_partially(parameters, fills, 20) return partial_fills def combo_leg_limit_fill(self, order: Order, parameters: FillModelParameters) -> list[OrderEvent]: fills = super().combo_leg_limit_fill(order, parameters) partial_fills = self.fill_orders_partially(parameters, fills, 10) return partial_fills